{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:This caffe2 python run does not have GPU support. Will run in CPU only mode.\n",
      "WARNING:root:Debug message: No module named 'caffe2.python.caffe2_pybind11_state_gpu'\n"
     ]
    },
    {
     "data": {
      "text/markdown": [
       "**Necessities imported!**"
      ],
      "text/plain": [
       "<IPython.core.display.Markdown object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Import required libraries\n",
    "\n",
    "from matplotlib import pyplot\n",
    "import numpy as np\n",
    "import os\n",
    "import shutil\n",
    "import caffe2.python.predictor.predictor_exporter as pe\n",
    "import cv2\n",
    "\n",
    "from caffe2.python import (\n",
    "    brew,\n",
    "    core,\n",
    "    model_helper,\n",
    "    net_drawer,\n",
    "    optimizer,\n",
    "    visualize,\n",
    "    workspace,\n",
    "    cnn,\n",
    ")\n",
    "from IPython.display import Markdown\n",
    "from IPython.display import Image\n",
    "\n",
    "# If you would like to see some really detailed initializations,\n",
    "# you can change --caffe2_log_level=0 to --caffe2_log_level=-1\n",
    "core.GlobalInit(['caffe2', '--caffe2_log_level=0'])\n",
    "\n",
    "def printmd(string):\n",
    "    display(Markdown(string))\n",
    "\n",
    "printmd(\"**Necessities imported!**\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "image shape =  (500, 500, 3)\n"
     ]
    }
   ],
   "source": [
    "#Load a Test input Image\n",
    "img = cv2.imread(\"./images/test1.jpg\", 1)\n",
    "print(\"image shape = \",img.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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/AO28vz7sE6Sv+7fynb/2xn+6Gv7dX7IzLuX9on4Hsv8Ae/4XV8IMc8j/AJnoU9f26P2R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uj8f5mnUi9B9B/Klr8+j7tpS0TVr9tvTfp3PRbu2+7uFFFFRbT1k3+EV+giNv4mHVUx+s3/ANbv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\nfjjvzX+5Jvl/56yf99UZl/vyf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Pgutd/7ZTSbuly1dLuN9eXXbstbddmsbBLWMnsvs+Xn\n/wAO/wAP9vrZIzRtncqvJ5kZjGJEMXEnbyD26+mcV/lt/wDB1XuX9qr9m5GV43i+DPxYO2QCN/Kk\n/ar+OUsOc9vJ4/Hr0r8Npf8Ago7+37KJBJ+2r+1LIsiBH/4vp8R4+Mx/88vEfbgdex/D60/4Kh+I\nfEniz4If8EpfEnivXNZ8UeI9e/YRvdZ1zxDr2q3esazrur6n+0v8eby/1PVNTv5ri/vtQvZpSbq7\nu7lrq6IBY9DXo5ZkEspxmFrTrRre0qzprlU1y/8ACfi7yvJK/wAGy3urtWSaqYqFShWgoyTaptOT\njrarB/Zb9Hsr6K5+Or/eP4fyFNpz/eP4fyFNr6w89qza7OwUUUUCCv8ATd/4MuQ3/DvD42/3W/al\n8Xn8U+Hfwr/nk5/Cv8yKv9Or/gzCjj/4dzfF+RY2V2/aj8cI8nmZ3/8AFA/Cwj931GB1bnuOc03/\nAA6vpS/9SaA19r0/VH9h1FFFIRQ1D/j3f/fi/wDRkNf4Qvx6kLfG/wCMzN2+LXxJ59j4y1j6V/u8\nah/x6v8ASH/0alf4Pvxzkx8avjEH+Zv+FqfEMtn1/wCEx1c9/f8A/Ueap/BH/FL8oFy/h0/8db8q\nB5FJzu/z0/8A1VXqeTo31/rUFSQFTJ90fj/M1DTk+8Px/kaAPpz9jVkX9rr9lVpj+5H7SHwL87/r\n3/4Wh4bMvUf5zX+1t+zXGq/BXwq0LfupNV8ezRsnaO4+IPiqWP17zDP6V/ijfseMv/DWX7LqSR7o\n2/aJ+CB9T5Y+J/hsy8+/QfzJr/a9/ZraNvgj4La3XbC0/iiSNRn93HJ4y8Sfyx9cema+O4qlargn\nb/l1Wja/aVPX5nq4RpYCrBO7+uYeok1vbDV428n76d3bbbVHuyrt+pqN/vH8P5CkyfU/maSvkW7t\nu26S+63+RYuT6n8zSU5PvD8f5GpcD0H5Cq9k5QUU3sne1+3n5AQq22SMs21c9+nXnr6/0PSv8T3/\nAIKpsJP+Clf7fLqxYf8ADWvx3O58dP8AhY+vDgZ68Yr/AGxCqtIoZdyqYztHX/lt+mT/ADr/ABNf\n+CpbK3/BSP8Ab1ZflU/ta/HbA/7qPrw5/H0//X9TwnTcK2Ku0/3VCGjv8Nfmu+1+e1tdt3fTjxv2\nP+3P0Pgamv8AdP4fzFKvQfQfypa+0OMgyfU/malT7o/H+ZqN/vH8P5Cm0AXI/wCP/dP/AKKnr/bW\n/wCCZ/8Ayjp/YZ/7NR+AX/qtPDdf4kat8reyY/E8H9BkV/ttf8EyN3/DuP8AYV3YZv8Ahk74B/N7\nf8K08N5/z37V8TxvZUcsu96uJlt/05oR7rte/nY9DAP+N5Omvwk/1Pudeg+g/lS0i9B9B/Klr8+l\nU933JbJJ9O1r/j13uegFFOyf7/6t/hTdv+3+n/2NR7S+7Xyjbok76v8ApNdgINoE+7sydDn+DzZf\nbpwBn+df4m//AAVJm+0/8FIf265h/wAtP2r/AI6P07f8LG1//wDV+Vf7Zu77v+y/zY/AH6D6+tf4\njf8AwUwmaX/gob+29Luzu/ap+Of6fEXxD3+tfccD8jr5haUnL2GE5XJ3t79W+q+RxY+cuWCvo9Gv\n8KVtfn1Ph9/vH8P5Cm0UV+hHmBRRRQBKnQ/X+gr/AGyf+CWMf2f/AIJq/sIxqNu39lP4H8J/00+H\n2jy8jt/Lgd6/xNY+/wCH9a/22v8Agl6q/wDDuH9hVSvy/wDDJ3wH+n/JNPDfP9PT8eK+H45l+4yx\n22q4lf8AlOj/AJno4BXVZ9vZ/i5n3FJ5jbSGdf7x49v5c/8A1+MTr0H0H8qWmM20/f2/UfXvX5zK\nNlzJaNL5dtd3q+x6DbfRL0Vu3m+w1urfQfzWk3qPvM+725zk/XP+NG0N83mfyx+v49fwo8tV9Wbt\n/if/AK3+NL940pNcqj7rs73skk9la/bV6a3HaK6t+it+Y5du75fm/vdOvmQ9+/4/nX+K3/wWAfzP\n+CpP/BQFv737WXxtP5eOtVFf7UXLKVj/AHZYc9DkebD2/wAPYV/irf8ABXiKWH/gqL/wUAimbMif\ntZ/HHe3u/j7WD27YIHSvteB48uPxbvf/AGGh5f8AMRN/ocOMd6V9rVFH/g/8A/Oaiiiv0o8sKKKK\nAJB90f7r/wAxX+0J/wAEV5muP+CTv/BP+SUbG/4Zj+G6bf8Arnpnlf4/l+X+L3/An/bT+Qr/AGgf\n+CL+6H/glD/wT9j2/d/Zf+F/Hr5mjwy8D2/TnnpXx3Gtv7Owl3a+Ogvvg3f8PvZ3YBN1ZJdYfqun\nX8D9Q6Karblz+f8An+dOr84Su0u7sek1bRhUbqud2Tu7f/q/xqRo/l3btpxj8Ocfj0/rSLt2/Nhm\nH8X+P+e/brQOMt32k1bvaz3t96/zGHoMf9NMf9+5MV/jCf8ABbNnk/4K1/8ABQdpPlf/AIah+Jny\n9x/xOCB+mD+fFf7PBbCbv4cSbfwjl9q/xhf+C2Um/wD4K1f8FCJP7/7UPxNx+Gsk/lX2fBX+/Yr/\nALBqX/uscmOd6KferBb32hPf8GflxRRRX6KeSFFFFAE69I/9/wDpBX67f8FLZVk/Zx/4JBAfe/4d\n9pHKfXH7SPxzP8hxjp2r8h06J/vn+cVfrb/wUkhZP2df+CR7efvjl/YAjZF/59/+MiPjYJBnsPNL\nHPHTFc9Z2rYLzxNSP34DGu/4W+d+hrTV4Vv+va08va02/wAvxPyQfqPp/U0ynP8AeP4fyFNrqn8T\n+X5Izbu2+7uFFFFSIK/07f8AgzB2f8O4vi3tHzf8NSePN+e5/wCEC+FePwxX+YlX+np/wZirt/4J\ntfFhj1b9qHx7+ngf4Y/0H4Um7K/nFffJR/C9xr7Xp+qP7BKKKKYinf8A/Hs/+9H/AOjFr/B1+OP/\nACWn4vf9lQ+IH/qW6xX+8RfnbbSem6M/k8YH+Ff4O/xyP/F5Pi82OvxR+IHP/c2awOvsc/rQtEl2\n/wAkv0Lf8OP+Op/6TTPI3+6fw/mKhqZ/un8P5ioaCApyfeH4/wAjTamT7o/H+ZoA+nP2MFV/2vP2\nVYz8yt+0h8C0df8Arr8VfCv0HbH09a/2tv2bY/L+C3gyPdjYfEH1/wCRs1337c1/irfsPRfaP2zP\n2So8bvM/ac+BCMmOvl/FDw3Ifp/Piv8Aah/Zom874G+BJi2fMi8Qe3/Mz67x/n/61fF8Wya+qJSU\nWvayTbt8TUdF5Xve/lpe562B/gVrf8/qX/plnvFR7WPVhj2/w4FSUV8fD3pJPXt5bL+vv3NJ/E/l\n+SBdy/xE/wCfxz+NO3t6/oP8KbRVp3ly+mvrbp8yR8fyvub5v/3sXfv179a/xKf+Cnshk/4KK/t0\nyDHzftX/ABz3AD1+I2vYP+T6da/21U+8u77v3No/6Zy+Z9OcYr/EY/4KV3H2r/goX+2/OrHbL+1Z\n8eHH/hy/Efb0619fwo3KeNUmnalhZbW0nVrStpfbltfrfZdePG/Y/wC3P0PiJPuj8f5mo2PzZ9On\n4f8A16kT7o/H+ZqN/vH8P5CvsjjG0UUUATR9B/n+GWv9t3/gmcdv/BOr9hgf9Wn/AACwf+6Z+Gsf\njkjtiv8AElh5BHqj/wBa/wBuX/gmtCsP/BPP9h6L+FP2TvgGO2MSfC/w3/j/APrr4fjZ/uMsXavi\nn99Oj/kell6vGs729+nFdf8An4r/AJ/5n2yvQfQfypaKK/P+WjGm+d6uTdrWt8Omr19dDtfNdcu/\n/DfPa/yv1sFFFFZ8lKfMlBxV7JtfFt0uu+qv1tezQ9dLr3urvfpp/XmRtzIuF3A4LL/3+7eh/qDX\n+Id/wUbbzP2/v21W2uu79qP454V/vj/i43iQYP8Anmv9vPqy8bSr/e9D9OOv+c1/iM/8FLVVf+Ch\nX7b6r91f2qfjnt/8ON4g7fj/AJxX3HAtlicwUf8AnxhfTStWitN38N36+RwY1WhSXZzX4p/qfD9F\nFFfoh5wUUUUATr0H0H8q/wBsn/glzJI3/BN/9hUyfK3/AAyj8C/lGOsfw50H/POP5iv8TIfdb/c/\n9qCv9uH/AIJixrH/AME5/wBhdduf+MTvgH0z/wBE08N8duR/h0618Lx5G+GyxX/5fYmX306Kt+B6\nWXyt7bS9/Z/hzn27k+p/M0lT4HoPyFRNjd/P+uP89c1+bxUoyUoptrzv20+FW289Fbpr3tpu7Wmm\nnp8iYBNuNvPb29j9P/rcUbV3fd4z0/pjp/nrnmod2Putkfy9uakjUtuP559eeP8APFXGb52mr3tr\n/S8/w8xDRzNhl+UeX83uZYT/APr9hX+K3/wWAZW/4Kl/8FA3j+6f2svjYR/4Xer/AP1+Pw5r/ak+\nZdn8W1xv6df8evrz+GP8Uj/grRMZ/wDgpx+3xM33pP2r/jgW/Dx/rI/pX2nBEeXH43W9sFTjt/LW\nvffrz2t5b66cmN/gr/r5H8E/x7PofnlRRRX6WeUFFFFAFhfun/rm/wD6Lav9nr/gjBcSXH/BKH/g\nn7NIpiZv2YPhnlf+uejQxfTqf881/jCKeSOw8z/P61/tE/8ABG23+z/8Eqf+Cf8AC38P7MHwr9f+\nWmgwy5Hfj/Ec18XxzHmy7Arb/bU++yl6bno5crVKkr7xat84LfzufpaquWDbn2f3R6g+w479D+Xa\nzvX1/Q/4Uisu0c/578d8+3/6n7V2/d5z1/pnr/nrjivzj3YRWuqik47JW6313u/uPRk23rsunXz1\n/q3mG75WG38+Dx/Mf/X61VV/4WXaP72P/r9O38gam4ZNqt7+31/P/CoZFaMfM3+evXr/AJxUzd+V\n94pW9Ev8wp6XX8zbv27L+t+qFlZViwPuL5ny+mI5s9u/+fWv8YD/AILRyib/AIKx/wDBQSRd21v2\nofikBv6ny9emT9MV/s9LGzIrL8u7zNy8f9MYuv4ZPHb6V/i/f8FnpFk/4Ku/8FA2RSq/8NQ/FVQv\noU1+aNhn6qc/WvteCV/wo4vXfBf/ADK/1OTHpKhFJ3tXXS32Jevn1/4P5jUUUV+kHkBRRRQBKOFT\n0Vy5+h8rt7Zr9aP+CkcDRfs+/wDBJEEcTf8ABPjT5lP/AF0/aM+Oef8AP1/D8lV/3vw9fzwMmv11\n/wCCllxJL+z/AP8ABI6Flx5H/BO7R9rdz/xkH8d5Pp3z26dDXNXdq2BX82Kqfhl+Pf42t5blx0jU\nfaMV/wCBTjH8L/8ADbn5D0U+T77fWmV0ktWbXZ2CiiigQV/p8/8ABmWn/Gtb4mv/AHv2nviL/wCO\neDfhWP1/T+f+YNX+oB/wZmLj/gmj8RW/vftRfEv9PBnwrH49KUnaL/xU/wAasENa83p+TTP6+KKK\nKYjP1NtlnKzfdUxn/wAiR49e+R/nNf4PXxx5+MPxab+98TviAf8Ay7NYr/eB1j/kH3H+6v8A6Mjr\n/CA+Nv8AyV34sf8AZTfHv/qW6xUv44/4ZfnA0a/dQfepUX3Rpf5njVFWGVdzcVC/3j+H8hVGY2pk\n+6Px/mahqRWwvPqcD8B+n+NAH2H+wDbrdftwfsd27qWjk/ac+BfymSKOPj4l6CZP3mcfaOM2v0/G\nv9eD4B/tufsZeDfhP4Y8K+LP2sv2bPDPiLw7deKNK1rw74h+OHw50PXNH1S38Ya7DdWGqaXf69pt\n9Yz2JzbYubYfoc/5C/7A0Et1+3F+xvDDJJHK37UXwGMcsZ8uSOSP4oeG5gY+v/PLHOOTisH9tCfd\n+2L+1gxRTu/aW+OhII/6qh4o/wDihxz0655r57N8nhnGLVOdedCVDC0Kicacaif7ysmuWTjZytq1\nLp3at6FGtGlg0nFS5sVLya9nThLTR3v7RLpZpS1e3+zm37e37DK7XP7Z/wCyXiThd/7Rnwkj7/8A\nPKTxWfb39jVyP9ur9h9lVl/bK/ZRZWz8yftEfCWSPPYf8jh9ee/41/h4m4jPVU/XP8qPtEX92P8A\nL/61eeuEopRTzCb5Ulpg8Or2t5v+vneVi4pp8j3T0fmvLz/Dtqf7isH7bv7Fl2c237YP7Ltx/sxf\ntAfCWTv0GPEh/wD1VJ/w2x+xn5jQj9rn9mFZl+9bj4+fCnzAQcf6r/hJRP8AoT9a/wAOb7RF/dj/\nAC/+tR9oi/ux/l/9atJcKUmly42akklzOhTltbpzK17O+uzsrFfXYO16cna27/w36Lfz/wA7f7k8\nX7ZH7JEzRvH+1N+zhPCHIGz45/DDA4ijEfHiqEcGbBybs8DuRn/IY/b+/Zm/aF8Zftuftc+NPBP7\nP3xs8V+B/Ff7Rnxh8QeFvGXhr4T+O9c8LeKfD2sePtev9K8R+Hdd0vRrzS9V0jW7Ga31LSrvTrlr\nW6s7xSMADH5g71KttVATDxs9v58479eo9f8Abk/4JtmRf+Ce/wCxCvmNtX9lH4BoFMhzs/4Vf4bH\n8sd/8K5q1SHCShN+0x8swclKU+Wl7N4aNOSUVCUY8sud2io3W93s3FRxSnypx5JU91/NG/bpd39L\nO5/jHyfso/tPRr5kn7OPx7hXGNz/AAf+I0adh/0Lf4981B/wyv8AtMSKsi/s7fHZkbpMvwj+IMkZ\n/Lw3z1/Q1/ujs0m5mEjof8/j7HvxTTJMD9+Runzf4/8A1vSslxuumAl/4Ov2/veSK+op/aS+f+Hy\n/Xvo2f4Wcn7MP7SEfyt+z78b1ZeP+SSePIz+f9g/5yfYVUb9mv8AaGVtr/Ab40o38Qf4XeN0/noP\nTPt/jX+62sku3lm6nr6/5/H8MU/e/wDff/v7VR41jJ2jgJ9N5yj2tbma6WenZd0L6mtPej069+Xy\n/q+u7t/hSL+zv8fIQfM+BvxgDbHI834Z+M48uOmAdHGQPMHXvj2r/Y6/YI+NHwT8MfsO/seeG9c+\nLnwx0HWtB/Zk+BWjaxoOt/EPwnpGuaPrGl/DTw1a6ppes6VdavZ32lavY38VzbapplxbfarK8zZn\n7rV+jatLvX5nKtMmM5/6Y+3PH+eK/wAQX/goVdSN+3j+2VIzvuk/ac+ODswfPmf8XG8R9f8A9f8A\niXKX+uF6c4/UVgbVHZRrRqKvGNJcqcl7zVJylJNfZ917pprBRnH4vaSpyvG+iXMmpb999Nb7WR/t\nQJ8fPgU6lo/jZ8IpFP3WT4k+DXj6/wDPUaxj/OKk/wCF6fBGRfl+Mfwof0ZPiB4S/L93rI/l0r/C\ndF1PtO2eZV4+USSfpz/nmpFvrxfu3dyv/bxL/Q1i+Boq3/Chddp4XnT0j0ul3e/X1BY6D3hNtecV\n2v8AE1va2l9tdLX/AN2WP41fBthmP4t/DKT3j8f+GPL/ABxrGe/5/rYX4vfCiTBj+KXw6ZWztZPH\nHh2T8fNi1EDkn0r/AAlhqupL93UL9P8Acu7nP5CWnHW9ZUn/AIm2og/9hC6B/wDRp7+9SuBb7Zko\n93HB0lf4f+fj6W05dtObdDWPpaXpTS9Y+XaT+7Tqr3R/u3R/FT4XySQxr8SPAE0jy74lTxhoDlx+\n5yfK/tLOf+PgY7Y4zX+Lf/wUF8I+NNY/bn/bC1q28JeKL2x1b9pj44ahp99B4f1i4ttQs7j4j+JZ\nrW/troWYgvre8tzBdW13bZtb20IuwuCTXxJ/butvGY31bU5I3WdXjkv7mSN98RjlzGZcEeSQCTnO\nAOlf7aP/AATnsLW4/wCCf37Ekl9Z2dxdSfsofs/zzSTW8UkjyS/C/wAKy+b5suT1wcemMU/Zw4Kc\na0pyx39oXpyso0knQjTcG+Za815WSbe6draq0MZF8vtIeydve5ZJ+0k3dJNWS5eq3atbY/xSG8B+\nOVPzeDPFS/73h3Vk/IvZCmDwJ42b7vg3xQf+5c1Qf+2df7wz6RpLfK2l2DJnlXsrX/4zn/PUcYRd\nF0dV+XSdNX/uH2uCPr5PGfc9frTXHsXJKOXNJW1eJSvotlZ7PdefQSwMetWb+UV28uyt+p/g9nwH\n42G7/ijfFGB3/wCEc1T9f9EH+fTpUX/CDeMv+hQ8S/8Agh1P/wCRa/3i/wCx9I+7/Zenf+Adp1+v\nkZz29fwqq3hvw6Wy2h6Q3/cLsDx9fJP15prjtP8A5l/bfFej/lXe3rp5h9Qp/wDPyovTkf5xP8IO\nPwR4u2kv4V8SRquB5jaHqiR8HP7z/Q5fXpj1r/ak/wCCa2saJH/wT2/YihOp2Fs0P7KfwGhmtbi8\nt47yznt/hp4biu7a5hurzz4LmCYm2urW55tLvg8CvtNfDPhxZPl8P6CnzRhpP7LsP3n5Q/TPev8A\nFY/4KLeM/F2mft9/to6bpnivxNp+m2H7UPxytLGxs9c1Ozs7Gyt/iP4kjgtrW1hvIoLe3hi+W3t4\nQFC+4GcZ1XxnOnRiqeBngo1K7nOKxSqQryjShCKb5dPZyk3JN6xSTd2r5aeDhKSlUn7SpTSu4R5b\nRavpa70bX3Pu/wDauXWLCSTcmqaa0K/eZLy065HXmb69fxGamXUtMl251CwbcDtX7ZF/+v359a/w\ngE+IvxCjBWPx54yjVuqp4n1pQfqBe1IvxN+JCkMvxB8cIy/dZfFWvZH4/bRj8KuPA1WMWnmMHJu9\n3RU4K9tI018MVokuZ7tJuzD6/S0/dT1t9pW++/b+l0/3gWu7XPzT20e37v8ApEXb8fbrz+NQfbU2\nblmi9x56eX09AM46c+tf4Rp+LXxVb73xM+IJ+vjLxGf531TD4w/FlVEa/FL4irGOQi+OfEyp+CjV\nR/nvRLgSpKOmYwUtNVTUIp+7qotLpdvV9L9hrMKKetGbvbrHur7vTr1f+X+7ZDdRM3/H1D5jY3Ik\nkUn+r9R+5xcTfy56Cv8AFb/4KxLG3/BTX9vSS3bfGf2rfjY4kMouY3D+PdZJmhm8r99BPk3Nrccb\nrMhsE4z8gRfGb4vxROsfxV+JEcciurqnjjxOqylx5UnmL/aOGzDKQeoxxjPNf7Fn/BM/4L/B3xN/\nwT0/Yr8QeIPhb8NPEmueIP2ZPg3rGua94g8D+GNZ1zXNY1HwHo11f6prOp3+mz3uq6hfX01zc3V3\nc3P2u7+mcqGHlwXJYqvKeYLFr6tCFPmi1KFOjNyk5Rk3dqyXKrO930ZzQxqlCPPT5JQlzPl1upaJ\nJ76dWrPe/T/GH8v/AGS/un/7o8fh+OKds/2W/wC/X/2mv91WP9nX9n37v/Ch/gx7f8Wv8Ee3/UB+\nn41HJ+zZ+zjJIzSfs/fBGRm+9I/ws8BmQ57knQM//q74rpjxzhmrvAVFe1uaovJfZpy9Xe291cy/\ns+z/AIje23vdvNf1prd3/wAKvBH8AP8AwBv6x0jcZwuz39PyJPPTgV/unyfs0/s1zKsc37PXwNkU\ncrG/wn8CSR9Ov/IBx27D61Ub9l39mkNJ5f7OPwE2uPmP/Cn/AIffvMDn/mAjP45z1pLjnDaf7BW6\nfaf9z/p15v7yvqDa0qS2vdxSWy812vuf4YY2FFG1Wcvvb5jHIB/zyBJMP/kv+lf7R/8AwRvWSb/g\nlX+wAZYgs/8Awy18JvOX91J5cn/CN2fmx583/lhz68c19Qj9k/8AZbygb9mX9nsN5yYP/Cl/hzmP\n975vH/FNgj9/0I9OOtf5Ff8AwU/+OHxt+HH/AAUU/bW8CeBfjD8UPA/gvwh+0r8XPD3hTwd4P8fe\nLPDXhXwx4e0rxnqlrpWheHPD2i6vZ6XoejaXZRw22l6bp1tb2dnbIiWyhAtRLGU+MEsHQ5sFLCxj\ni5yq8tWMlKUqPIlGEpJK13JJv7NtmDpfUl7RynJScYOKslZ31ervyrZaaXsz/Zbbb5n8W0ZyqJnZ\nkf8ATKb69j+PeCSRlGxQw3D92fL8sfTPb+nt0r/DFh/at/aktwVt/wBpT4+26t95YfjH8RUD9PvB\nfEYH6fieKtwftdftXW0wuIP2nP2hYZk/1csXxo+JEcqfSRfEob8sVi+B67emYRe3/LtvT3P+nS0s\nuhcMbQVm41XbdNQ3stnzq+z6fif7l8a7G3bnPZg/mycfU9P0xzU375l+aPC4/wCeefxPmw/56/X/\nAA2G/bU/bEk4f9q39pF8/wB/46/E9v5+KSf85rQj/bh/bSSNY1/a5/acVF+6g+OXxLdB+fin+hof\nBNZ2/wCFCk/KUZq2sduWC6b9tPUX1+luqcltpLla6f3976X+dtz/AHDZFZVRds2zeiZTy0cJPLge\nX/yxwMj7TcccZP0/xev+CycRT/gqt/wUBDOhDftSfFp1Yeb/AKuXxPeSRZ8zB/1RXPbPHFeA2n7d\nn7bNmXa1/a+/adhEiSLJs+OnxQj3fu+h8rxSMnHoevJyOn+qZ/wS1/ZH/ZO+NX/BOb9jD4r/ABg/\nZr+APxU+KHxC/Z78BeMPH3xM+Jfwi+H3jD4g+OPFGsaVFda14k8ZeLfEfhzUtd8R+INVvprm51TV\nNb1G8vby8z9svPTalhv9Uav17ETWJji4Sw0YUm04uEKFR1JSlDlUdOXVqztZuzQSnHGwlTjzQcJw\nknJJ3uprRKT7u7et2t76f5AG0hT/AHT/AB/0x35HY96XG44X16Hy/X6gCv8Ab4/4d5fsDzRqv/DF\nP7Jzhvn/AOTd/hVjMnU+bF4V4/zjjmqg/wCCcv7ALE7v2Iv2UAU7p+z18Lsydxkjwp7c+3qea6Y8\nZ4STt9Vqx9asNdu0el9fLXqY/UH/AM/Y/wDgE/Lul3/rW3+IkY9v3hj/ALaxj/GmfdH8B5+p/wD1\nV/t4yf8ABOr9gCZfLk/Yl/ZQYY5X/hnz4XeZ7fvP+EW64x36/lWbF/wTV/4J9STyK/7Dn7KCxr90\nv8BvhoD6jr4WOO/b6d8J8aYRPTC1H/3Gp/8AyP8AXydn/Z8rP97BWV9VJX28vO/p3P8AEmRQzqqg\nlzgKqgv5j+ZwMc8HH4iv1r/4KXzJJ8Cf+CSaRfdh/wCCdeho3/XT/hf/AMcfM/pnj/63+ro//BNf\n/gn1JGtu37EX7J0kasNsB/Z/+F8kY/7bS+FQPX09QK/zY/8Ag5O8I+GvAX7Q/wCy34R8I+H9G8Je\nGvDn7OnjDR9D8L6Dp9rpeieH9Ks/2pf2hI7DS9K0u1hhsrHT7eED7Na2sAtbQEgdTjrwGf0s3xuD\npUsPVp+zrYirzTakmoYHFQa0St/Fum3e8bWd7p1ML7DC1p+0U7ulHlUWpK84zTtK1/gt879LP+bZ\n/vH8P5Cm09+o+n9TTK+pPPas2uwUUUUCCv8AUB/4MzVA/wCCZ/xAbuf2o/ih/wCob8Jfz6V/l/V/\nqB/8GaX/ACjN8d/9nO/FX/1EfhPUz+F/4qX/AKdpjTtfzTX3n9etFFFUIydYbbpt03ojf+jFr/B/\n+NDbvi18VG/vfEfxzz/3NGpGv93/AF07dI1Bv7ttK35KT3r/AAdvjBJu+KnxOOPvfEPxo/8A5cep\nH/D9aSWqXdJfc7fqaN/uoLtUqP740v8AI8vl/i/D+lV6c53MT702mZhRRRQB9hf8E+hN/wAN1fsZ\nmH/WN+1L8BUj/wDDn+Gif19P55rk/wBsXeP2uf2pvMLeYP2jvjfvLfeLf8LN8T5z+Pp26V2//BOu\nGab9vb9iyOD5p5P2qvgEka+5+KHhrPPT+tcL+2UrL+15+1Sr8yL+0f8AHBZD/wBNB8TvFOenXODX\nPH/kYT0/5g8P/wCn6up1SX+x023via1r+VHD9et+nbbpc+bKKKK6DlCiiigCwvRvx/8AQxX+3l/w\nTl8uP/gn/wDsTxxtvVf2VPgGF9SP+FX+GwfXnP5/pX+IdF1b5u54/E//AK/5d6/29P8AgnZHDB+w\nJ+xSIeYl/ZR+AW1uoHmfCrwr+XJ/DFfDcapuGXWtpLFt6XfwUbW108/kengH7uI/xUl/5L/wD7Lo\npF6D6D+VLXw6oqUbN7u606aefl+R2hRRRTtbTe2n3aAO37cFj8olj2rj+4TL1+o/zzX+Ht/wUEuF\nuf26v2xrhU2LL+058cCE/u/8XH8Sr/TP49+tf7g6lVbcy7lRN6r/ANNOuP6Div8ADy/b6uFuv25v\n2xJ1jEat+098cQE9NnxL8TR/nla+24LnJ1sfd6eywiS7Wbb+/wBolbpy9b6ebjfij6r7uv4HyJS5\nPqfzNJRX3Rwi5PqfzNJRRQBMn3R+P8zX+3l/wTrZm/YD/Yn3Lt/4xR/Z/wDl6f8ANKvCvPv6/pX+\nIcv+rH0H/o2v9v3/AIJ6xNH+wb+xe0i7WX9lT9n/APd/88v+LVeFu/Hv6dK+A47jzQyxXtaeLl32\nhQVunc9LAfDX/wC4X5zPsNeg+g/lTGZlYY4xj/PT8MVGskrNjbtXjr/npnrTpG28Lxzzjjk/THb/\nADxX5y4WTd9vL/gneldpdw3t6/oP8KlXoPoP5VWMg92+pOP8aFZm3fn/APr/AB/n+FTyy6x+67/R\nf16FOFle/wCBYb5mX/plMP8A0Vx3/P6/l/iFf8FGpnuP2/P21JWG1m/al+Ou4f7vxL8TDOf+Aiv9\nvNvlYM7Havl7V/7aw++ff8PpX+IL/wAFDrj7V+3p+2fPt27/ANqL45jHps+JviVP/Za+94DX+04t\n/wA2Ew+nblrVI/jv07HDjf4P/b8fyf8AXqfGtFFFfpR5QUUUUASp90/Rf/Rlf7af/BMO1hi/4Jy/\nsLxwr+7/AOGTvgPt2Rgcy/DTw3LLjp646j8a/wAS0fxf8B/9G1/tuf8ABMv7On/BOv8AYXWCTbGf\n2S/2f9uzv/xa/wANj/8AV2/Dr8Rxyr4PAu+2Kqv/AMoUP8j0cAm/a2Tf8P8A9vPuBV2YJGAOp69e\nO1Dbtpbdj8/5fnn8+alXay9N3+16fUYx+fP86RiN2N23/Zz6e5/kRX5uoqTs7aK+qv2PQTa2ZCDh\nUy3P0xjPvyf149qSSRflU/TH5d/yx0z7VL5dvxuUlvbnv0wOPwxTZfLUMFRGK52t0z/T27/jUTp+\n89e3TyXmXGcU1eN23a+1797L/h++mtXK7/4938Lfhx+I/wA4r/FW/wCCtfmH/gp3+3sZG3OP2q/j\nXubr/wAzxrB/Xp/jX+1SrM8jRrG6ts/1j5+z45+n059+wr/FQ/4Kwqy/8FM/28w7o7D9qz44Ash3\nocePtZ5B747/AE6V9vwOrY/Gvf8A2GjHbtiJu/4HJmWtKL2tNf8ApLXkfntRRRX6WeMFFFFAEi/w\nf8Cr/aQ/4I226t/wSn/YB/dpt/4Zd+FZ2+X/AH/DkPm/XPXg8Y+or/FxX+L/AHj/AEr/AGjP+CN8\n27/glf8AsBw28nlhf2XfhP8ALNH5hGfDln3B7Y9c+9fIcZ8qwODk0n/tUmk1f7Fu/l99vU9HAOTl\nUt2pr7lJL+trXufpkkbBdqfKq9F4IHX/AD3+lQtCnRm2+mP/AK4/xpyXDI37xkZm5ynEf+eev5+8\nzbZF/gZv89e3fv7Z71+cSnGVrO9t/nb+vVM9JuolrGKWlmk/Lvt0tfy7EO1vMjj8tGjf/WN/n8OM\n9/enSoEyVcDH8OPX8+//AOsHOXIsnzK2/wCX7uD7/wCA4+tR/N95vvf3e34/kPwPT1zn8L+X5oI3\nk9Xp1XfVW+XfTay0QiCQsxbav938ovb2x9cdelf5VP8Awc8j/jKf9m922NIf2e/HDvs5Of8Ahqr9\noQ5l79vf8eK/1VRM+7/V5+eP6/hn+hr/ACov+DnJo3/ao/Zxb7s3/DPfjBJh24/ah+P3lf1/yMV9\nTwhOP9rxVr2pT1elv9jtfr26eXUxxl/qtS6S/h6f9xIX/wCB59T+Z6inP94/h/IU2v1E8IKKKKAC\nv9Qj/gzU/wCUZnjj/s574q/+ov8ACav8vev9Qz/gzWXb/wAEyfGLdm/aa+K+fw8MfCo/0/P15qKj\n91LvVpr7pOX/ALbb5gf12UUUVYGJ4i/5Auo/9ek38hX+Dl8YFb/hanxN/wCyheNTj0/4qPUucf0/\nPpX+8X4mbboOqN6Wkv8A6Div8HT4vNn4ofEw9/8AhP8Axp+R8R6kKUVdN9ow/G5o3+6gu1So/vjS\n/wAjy+iiimZhRRRQB9r/APBOGOeT9v79iVbVis7ftXfAPy2Q/vP3fxP8Nynt3x9Tx0rzj9sVmb9r\nr9qdpfvn9o343sxH98/EzxNn19K9T/4JpQfav+Chn7Dlv532XzP2rvgGjXCSeXJH5nxQ8NfvfN9u\nOO1eUftfK0f7Wf7UEbP57R/tEfGqPzucybPiV4lHm9+ZcZz/ALXvWEf9/n/2B4bbf+PW/Dv5WOmV\n/qlO7vfE1fkvY4eyPnOiiitzmCiiigCZPuj8f5mv9wD/AIJ5Rxx/sE/sVxxk+Wv7KfwA2/8AhqvC\nv9R7+g61/h/p90fj/M1/uD/8E+YoYf2Dv2Lo7feY0/ZS/Z727/v4f4U+FTJ+pP5+lfFcYO39mPtU\nxT/8kono5c7U8R/18hr2tzf5/I+u6cn3h+P8jR8n+1+lNr4qVSLbtd/mtOp3ctpN91a1vT/IKKKK\nxcle70u2/wAf+CMd/FHtwW/uv/y06dP8ffjrX+HF+3ZcyXf7a/7XlxInlvJ+0z8dA6+nl/EvxLF3\n9h29a/3HF/1kbN0WVPLHfoP/AK+enHPNf4av7bE01x+2N+1fNcNumk/aT+N5kb1I+JnicD9MflX3\nHBij7XHOLvenhW9NrycbW/7c/q2vm43/AJdek/l7y+/+kfMFFFFfcHCFFFFAEy/MvTlQD+Bk/wA/\npX+4V/wT/wB3/DCv7GZkXa3/AAyp+z3u/wDDS+Ff/r4/Wv8AD2j/AIcYzj2zn99/9b9K/wBxH9gd\nmb9h39jdW4b/AIZX/Z7P0/4tL4VH/wCv/wDXXwXHOkMsf9/Fx/8AAoUXf5cv4no4B+7X83SX/px/\nofVPmbcDj8QfX8qX5G9s/iP8/kKGh+Y8/r/nt6Y/Cm42/L6frjv+vX396/PD0Uk7Lbe73v8Al2JF\njj28D9P/AK/b3z+IqNtqs+3tz78f59PrUirlvNZ/lX+Hr/P06/j9KVvL3fezn9f/ANX4f1MtNpqy\n183/AJAnyt6X6duvzKrsu6BsfN5se4f89MAdfXAP4V/h/wD/AAUAkkk/bn/bEeVdrv8AtN/HIsvp\n/wAXL8SY/QA1/uBt5BcDejMvzhfb8ee5/XNf4fP7fUkkv7cf7Ykku3zG/ae+OZfZ0z/wsvxN7ntx\n9c193wFFrFZg27/7Nhelt6sn3OLMJXp0Uotaz3/7ddkrbK/9dPkeiiiv0c8oKKKKAJ0zsPTGOc/X\n/PtX+23/AME0bWNf+Cd/7Dfk5jX/AIZK/Z//AHf/ADz/AOLVeFff8/8AGv8AEjT7o/H+Zr/bq/4J\nussf/BPX9h1l+Vv+GS/2ez7/APJKvCp6ep5/Doa+I44UXhcu5tvrGJbXf93R0/pM9DLpSTrqKTd6\nW/XSf3dz7QjLD93nlfx/x/z+NDQszbt5/wA/549PrUlv8xZmUbvT9P8APpTm6Nu4Tj5vTp/ntX5x\nBKWu6ez22a/zPScne6SXfS93dP8AT9egLtRdjM/rxUnyn1fn8On4nIqFo41+fdu/z+Xb2NN27lXy\n22L/ALPH1/w/p6Jqza7CtFu92m/ibW/3er/zEZmR8qqbd0CYb0/e5Iz39P8A61f4n3/BVdmb/gpb\n+3kzOXY/tX/HTL9z/wAXF139O34V/tisqblWRd0bOff/AFcU3+fXNf4l/wDwVIe3k/4KQft2tas5\ngP7V/wAeCu7rn/hZOviUk+vnBsdsY6cZ+44K/wB8xnlhKUf/ACpGd/8Aye3yv1suTHO9FeU49f7t\nu3kfBVFFFfo55IUUUUASR9/w/rX+0t/wR9jm/wCHW/8AwT/3L5f/ABiv8I/M2Yj8z/ikrPtnH48e\nnNf4tcXb/eH9K/2n/wDgkMtxD/wS7/YChuFfe37KnweLb/8Anm/g3TWhB9vIPQ/1r47jX/kX4N9s\nXy/+BRvf5HpZf8U7W1Ulr5cr/ryP0XXy5W/vdi3r/kn0q0iqvy7v89c4681VFp9nZ2Vnk3c7e/cU\nMCNu7hj97t/nFfnGvVW/penf8u56jtLaXy+f3/0vnc3fwq30/wA/0z74qPa2Pmb+eP1NR7tn3Vz/\nAEH4Y7+1SKzMrN/kcnP+T39aCeVra3Ra2ve68nbX1/Ij2lSMbT+9j9jjzYe/P4+9f5R//BzLd+f+\n1Z+zzbeX+8sv2cdcMlx2uJLj9pL4/XPmZPHf9OmK/wBWyNWab5vut9nfd/219Qcd/av8oP8A4OWp\nrtv2tvgFHMI0hg/ZpkNqick+Z+0H8eJJpZPeack8ntX0vCKtm9GV94YlW/wYOrG/ztfy21MMXrh6\ny7Rg797VIf5n84L/AHj+H8hTac/3j+H8hTa/VZ/E/l+SPCCiiipAK/1Ef+DNv/lGJ4u/7Od+Lv8A\n6ivwlr/Lur/UU/4M3Rj/AIJi+KPVv2mvi+fy8NfCUVM37j86lJf+VIv9Ckrxn5RT+6pA/rkoooqi\nTA8U/wDIu6x/15S/0r/Bs+LTbviZ8RG3H5vHnjDd3/5mLUvz9fpiv947xW23w7rTemn3H8yK/wAH\nH4r/APJTPiH/ANjt4t/9SDUazirVai7vDP73PT8DW16EX2qt/wDlGMv/AG63yPOaKKK0MgooooA+\n7P8AgmasB/4KF/sNfaI2eD/hrL4CedsA8wp/wszQMgGXzoTjyu9v+vX2/wDaG/4J0/t6/EH9oj48\n+NfAf7GP7TXizwb4r+N/xb1rwv4j8P8AwU+IOs6PrujX/wAQvEk1jfafqdjoM1ve208IB+0QTsM5\nbPQV4d/wTFEjf8FEv2H0iba5/am+CQUv/q8n4g6D/gT9a/2U/wBk1Vh/Zx+E6ovlrH4euEX0A/tP\nUvfv749q+cznOZZPi6LjRhWVbCxTU5yppezquV3NKVubns7p7XVj08Ph1Wwcpczi6eKfo3OglvdW\nt7Nu1ne+mx/jYSf8Ewf+CjMbBZP2Ff2sVb+7/wAKE+JfP5eG8n/PHWoLj/gmb/wUMswWuf2H/wBq\nuHb94SfAf4j4/H/iQE/kK/24R91f89lqXzD/AHn/AEryVxr3wNLprHE1H1j3prpqv+AifqMFtKT+\nfp3v5/1ZH+Ig3/BN/wDb+WBbtv2KP2pVhffhv+FEfEjy/wB3+7P/ADAB368HnsRycab/AIJ/ft0w\nMqzfsbftRRs33V/4UP8AEx8/l4b+nWv9wX7Q/wDz0b9f8KPMbqG6/wCfrV/66r/oCj/4Uz/+Vk/U\nmlfmlfTa3Zd4u2t7W7P1P8P24/YE/bis4yZ/2Nf2okJUvuPwH+KMkhHlSn935Xhs+dnGDiDPGOMc\n/wCtz+xX+2X+yD4T/ZA/ZX8E+Lv2p/2bPCHjjwl+zl8F/DHizwX4h+Ofw00LxJ4W8T+H/hx4b0vX\nvDmveHb/AMU2eq6HrOh6rZ3Wm6ppepWwvbO8tPsd4TeCv1LVpPmbzHOU+UceZwZcflx9cZ96/wAN\nj9tqTP7Zf7Wx27f+MmPjwSvYf8XR8V/r2/Xmr9ouLm4StgfqSjUg4RjXc44qMabclKppLmoubaau\npcttFIpL6pCTvJuc4NJu1uW90tLtNSfbbSx/tA/8NwfsWQx7pv2wv2Wowx+8/wC0B8JfLz/218Y8\nAfl09qSD9t39jG44t/2vf2Xrnd917f48fC6TzP8Av14r8jPPHHHPvX+G9vPZ3/Hn+tLvP/PQ/kaz\n/wBS6dlbMZJrZ/U6Hl05ku/3iWOVtYSv5NLt3V+/3v5f7mI/bI/ZEZdw/ap/Zwxx/wA10+Fff/ua\nsfWl/wCGyf2Q1zu/as/ZqVvR/jn8MPw/5mr8/wBK/wAMvef77/r/APFU7ef+eh/I0v8AUtdMym/X\nB0H1W2r9Pu7D+vL/AJ9v/wACT7eS8/wP9zJf2yP2QXcRj9qr9mx98sYVf+F6fDPIkPTyv+KqiGeh\nH2f3BzX+OB+1f+z78e/Ef7UH7SHiXw/8Ffi34i8P+IPjx8Xte0PxDo3wx8ZX+j63o2s/EDX9R0vW\nNL1Cx0aayvtJ1OxuINQ029tpWtbu0uUuomZHr4OUt2bIb72R/wDr79fz96/3D/2F2m/4Yn/Y/wDM\nmcf8Yu/AP90kn7v/AJJV4V6D9f8AJy58nB1ONRuePePk4ylKMaPso4anHlUVGfLy+++VJLze13GK\nxt38Hs2t3e/NppZL+XVabo/xWn/Zp/aJU4f4CfGiPvtf4X+OIwffnQTz/SoJP2d/j7CdknwN+L8b\nL94P8M/GQcfno2ePwH9P91rfJ93c/l5/56DPr1z1oZm2qu793/8AX/pyf85rNccq/Kstatu3ibdr\naO93ff172EsAuaym7pbp83RPZ2Sej2e99ej/AMJv/hQHx0/6Ip8Wv/Dc+Mv/AJT0xvgL8bo8+Z8G\nviqjf3W+Hni4H8jpPH5D2r/dlaONWXbCh6/N5fGPf8sU7y487fLQDP3fL/8ArY698fjSXHTvZ5b9\nnmv9a005fK+t/l22KWXwd71KmivpybK1+nz/AA6u/wDhMr8EfjKQ274Q/E4BR8zHwF4oGz97nJjO\nkfpgcknPYf7NH7EXxo+DPhv9jf8AZK0DVvi78MdJ1jR/2afgXpWq6TqfxA8JWeqaVqen/C/wra6h\nY6nYXWuWt7ZajY3EM9tqlpc2wvLS8zaZ+Xn73khjxCY7eFv3o3B0i/6bREep6fUj15Ff4a/7YMs6\n/tb/ALUJErhl/aL+NmWSRv8AopfiXIyp57flz0pxnHjK8JqWAeX81W8eWsqqxPLCmpXkmqlJ0pSn\ns/eivR+7hIOV5z9pOMfsK3srwd9ndpX7K9m9E3/tvw/G74M3bH7L8YPhdcN0/cfETwlP75EUWsTf\np781aX4ufCtm3D4mfD1/Rh438NnHrx/aUx9T149a/wAJBNSv4zmO9u42PUpcTIT9SJQT+NP/ALZ1\nYfd1TUB/2+XA/lJUPgeV/dzCmlpZSwak9Et5c+uvkvxGsfTS/hzfndLtfZv8/I/3cv8AhbXws+6v\nxK+Hrf7P/Cb+G+f/ACcJ61JD8Svh3efLZ+PvBNxMOW+zeKNCu/8A0TqWfXrzx2r/AAixresr93Vt\nSH0vbkfykq3F4j8QxNug17WYWP3mi1S+j6/9c7kH+dJ8DSkrPMoR296GCpqXTrUnp30877pBHH0U\n1ejUeyWsX2Tvdr1217rRH+7g3jPwSnk+f4v8MEl9rNN4g0xI/wDlr/yzk1E/6mDH/Lx07cV/id/t\ns+EPE8v7Yn7Vd5FoWvalZXn7RnxtubXU4dDvzb6jb3HxH8SywX9tL9lHn21zFKLi2ujj7UpDDJBx\n8rnxN4jkLeZr+tuJk8qTdq1+5kTzAfKlBuDleM4PBB7buP8AbG/YT0HQdS/Yo/ZDkvtB0q6mm/Zj\n+Bc0zXml2twZLi4+GnhuWWaXzYf9fPP/AKQT2J9uVJQ4Hcajcsesybp8sXGjKlKjGlKUn7rfK+a0\nYXdk5XeiTtU4ZhGThKdP2F2+flfNzttWtLpZptpdPQ/xPP8AhFPFTH5fDWvt7Jo+of8AyJn9KrHQ\ntbU7W0TWN4+8PsF3/L7IT9eT9a/3fY/Bfg+Ebl8J+GFkx8xTQ9Lj+n/Ln9B+vaqf/Cu/h/8ANKfA\nfglZG+dm/wCEW0HzP/SPOR/+sVf+vlDZ5XK+l1zyi18NtZJXva111XycPLo6WrS6bparS3f5Wsf4\nQs2m6jBIYZtNvIJF42S2k0b++QYQT+NRyWN5Cf31jcx7jn54Jcepx09fX+Vf7t83wx+Gs0nnTfDr\nwBPNzmSbwfoDyf8AkTTjj0z/AC5qKX4X/CuX/j5+F/w9lk/i3+C/DcnP/gsP8ue3StI8c0dGsukk\n7byqdOX+70/JLuN5da375vVWso6fDvppt+elj/CUNvIqgujxjqoljMe6PoM5z2756nv3/wBtr/gn\nG8cf/BP39iNLiW386L9lH9n5Jo0kEflyRfCrwr5sUsURm8jBH/Hqf+PP/jzr6K/4U78G7plMnwm+\nGkhXoz+A/C8kgxJD/qydI5/HFf4xn7cvxW+Jvhz9tT9rnQPDPxG8f6DoGk/tL/HHTdJ0TR/GHiDS\ntL0vTLL4l+Jra106w0+x1GCxs7Cyt4vs9pa20ItrazARRgCsZ11xlbD0YrBSy/8AfzlV9pNzWKUa\naUNFbk9k3Lo7xVuqUYwwCm5SqVPaSj8KhGyj56N/EraPrts/9r5ZoZE/dyQlePmhuOef+2XX8z1z\nikf94vl+Zu3D5WSTy5O+T+Ff4TEHxy+NdsS1v8YPihblurQ/ELxVET9THqyk/jmrI+PPxyU7l+M/\nxYD/AN8fETxeG/Max+FSuBqzavmNO2m1NR6x/mhrol6LUFj6S2py3vduCf2V32+7ttdn+69CSuVc\nFTn5Y2/edD6GIe3T8qczrDjc6Q/3VfzSfp/rYR/I9RX+FF/w0D8et27/AIXb8Xd3r/wsjxln8/7W\nqZv2i/2gHwG+OnxicL0D/E7xsQPoDrWB+FV/qNV5UlmMdLfFCMVf3Xs4q/fTyvvZH1+lqvZVLPdJ\nx11Xd6de/wCh/urLukVX+fBeMB4YzJ9+X0/e4HX/AEm4/wCPQc9M4/xKv+CmlxFdf8FEf24bq3i8\nuC4/at+PLxohBjx/wszxL5gEn/Lbk/8AHxwT14BBrwcftH/tCC2a3Hx5+Mxt5dySQ/8AC0PG5jdB\n1EsP9uYYZ9iOo5r/AGBP+CfP7MP7OXjb9g/9i7xd4y+AvwW8YeJvEX7LvwP8Q+JvE3ir4X+CPEGv\n+JPEGufDnw3qms6zr2s6zoV5f6trOqX81zdapqepXN3eXl3i8vOtXSw0ODZ/Wq03jI4tPDxjCy5X\nThRnzNKL5ubZJ7e809GiHJYyE1Fcipyg/ecb630Vm3rtd20tpqz/ABjMH+5+jf41Lg87SWPbmPHu\nSOTxX+5W37If7KLbj/wy3+zltI+aJ/gn8NPXuP8AhG+3X/Oapy/sc/shxush/ZX/AGbgykbSvwP+\nGn6Y8Kjvz/Q1uuOcI3b6nXe286b7eV/8/K9wjl05WtUjr0s276aLlv3f+Tsz/Dfx/sr/AJ/4DSgY\n5K7d33eev+ef89f9xeT9jH9jm4Zmb9k79mZpM/M3/Ch/hf7/APUq/wD1/Q801/2Hf2LbqOP7R+yH\n+y7cMM7fO+Afwqk8vof+WvhXv7fnT/12wrt/sld+tSn15fLs/v8ANlTy1qKSqR+5vpHsm9Omt76r\nTb/DuO19qhSuV6f33B94fc+v14r/AGoP+CT8V1H/AMExf2C4pLibI/ZO+C26bzIpJY/+KH0f91+6\n879/Bn7NxcnGDj29pX9hP9ieFZI4f2N/2Wdsnl+Yqfs//CWOKTy/OAMsX/CH/wD68+2K/wAlz/go\nh+0x+0j8Kv28f2vvhp8M/j78afhr8PPAP7RHxZ8JeBvh94G+Knjfwl4I8F+FtB8aa1Y6D4c8J+Ft\nA12y0Pw74e0qwggttM0PRtPsrKys1WztbVEXacK9aHGEI4TDRlhHhlHFTlioyUZRnKVLkjyxvzLl\nctd1pbqOlBYBKrJ+0UpKHLBWkr63td3afR6X3Z/slRLJGqhnuHGyPIkTgev/AC2i/LnnPtm0u5mz\nt3L/AA+ZHFjrn/rv9c/yFf4fUP7f/wC3RAiww/tjftPRxRjbHGnx2+JWI+vTf4lPPH1/Grdt/wAF\nC/28rOXzrb9sz9qGKT/nonx2+JWfQ8jxN+ff0rGPBOISSljqKStqotr7PSa9NvQUsfRd2lUk27qP\nLBWXu/39N7rTX5H+37Ifl3bXx/sIfryeccf561ReSRQ0m3y4/wCJpu/Xj90ce/Jx+tf4kEn/AAUg\n/wCCgczbpP22P2p3Y9f+L5/En1/7GYfyqH/h4t+32P8Am9T9qL8Pjj8SP6eJaJ8EYqS93GYe3f2d\nT+7um1010b79daWPpRfw1Gtmv3a35e1R2eq+7rof7dkcny7mifZiPe3+rijSPMvmRj/XnrnHPIOK\n/wAnP/g5YkuJP2wPgY0zYX/hmOze3jxny4pPjv8AHOWI/Wbr/wDqr8rj/wAFKf8AgoSdob9t79qx\n1I2Yf48/EyL5P3fGI/E6nHT8vfj6S/4Kt69f+JbT/gnPrmtarf65rurf8E0v2f8AWNd1jVruXUNQ\n1TWdT8W/FW/1TVL++uLiae+1C+vp7i4u7u5Y3l3dlvteeDXq5PkFTKsfg61SrTqSm8RSagpp3lhK\n80/eSuv3bVl/MnfSzzqYqnUpV4xhKLcIv3mtf3lJaav8bfnb8i3+8fw/kKbT3Xa20Nu4Xp7jjp6f\nnz3plfWHmhRRRQAV/qI/8Gb3/KMLxL/2cr8Yf/TD8Ja/y7q/1F/+DN+Mj/gl94jkI4b9pb4yAfT/\nAIR/4S+3sP8ACk9n6w/9OQA/rhooopgcx4t/5FzXP+wdN/6Ga/wb/it/yUz4i/8AY9+Lf/T9qFf7\nx/i3/kWda/7B8v8A6GK/wa/il/yUz4jf9j54t/8AUg1Ks4u9Wb7xwr/GoaXtSjH/AKeN39KVFbfP\nucHRRRWhmFFFFAH3p/wS9EJ/4KLfsNC4V2hP7VfwLaRE++4HxC0Q/L+OB9Pev9lP9lxdv7Pvws+b\ncp8NF19P3moXfT/PrX+Nn/wS18xv+CkH7DKxsiyf8NVfA/a03+rCf8LC0Hr69D7e9f7I37KI/wCM\ncvhDuPzN4PsXkb/npJJNOZJcnrk+vqa/OuNP97wf/YPP/wBOf13/AEXuYB/8J2IVn/v+Hlf1w9WF\nvT3r38rW6r6FT7o/H+Zp1FFfGwXMm72tJrvtbXp3NW7tvu7jdi+n6n/Gm/L2Yr69cfj/APrxUlN2\nL6fqf8aQ1Lu5eXX8xY/llLf7cf4dB/8AXr/DS/bSkaX9sP8AawkY7mf9pT45sWbknPxQ8Vnv37Cv\n9yzarbcb/lmjzsH+emfSv8NL9s7b/wANg/tWbc7f+Glfjljd6f8ACzvFGOn+c9a+74HleeYK3w0s\nL11dq2Ihov8AuHff7Vul35+Ps1C63f3OKWvzv/w58zUUUV96eaFFFFAEi/wf8Cr/AHFv2G441/Yr\n/ZAVfmVf2Xv2f9vHX/i1XhXP07/jX+HWn3R+P8zX+4t+w7x+xr+ySu3y1X9mP4D7Y0H7v/klXhXH\ntjn9T0r4Ljj4cs9cb/6Rhz1ctfu1/wC6oP1+NWPqR/l2KvyrwNv1P+e9Olb92i9d2Nv9SOR/UU+Q\nLsZ/4/8AP4f56VQVmblvb/6/5V8DBWV77pP+vvPShHns9uXfS93pr07XZcW4X5lC7dv3WHX15/z+\nBNV/OnmP9302cntwenrn0HrUi7ZF27f1+p79/wAv55dxHHtf/P4/mO34ZqIx5r62sK0VtGz0trfs\nr27fNdhomXEW5uPNjz6Z80Z/Pjp9eBX+GT+1u2/9qv8AaYbczbv2hPjIdz/eP/FxfEfJ9/8A9Xav\n9ymRVV4tvfZz06SjH5f/AKq/w0v2sP8Ak6X9pb/svnxj/wDVieJa++4EVqmYR3/dYV3/AO5rG/5n\nnZjTUKdCSfxOpdfM+e6KKK/QDygooooAmT7o/H+Zr/cH/YUjdf2Kv2QI5n3Ov7L3wD+ZfT/hVPhX\noP1Hr7d/8PhPuj8f5mv9xD9iHyf+GMf2R1jDRqv7MnwI2r6Z+FXhX/6+cj8K/PePlellXlWxT+6n\nSPYyrbELu6Tv2upr9Ln1Iu1dyrj5Rnd69OOfX/Co/MViTn/P4Zp20L8o/wD18Dt/kVFuj3bO/wBP\n69favzu3PJ9NL9+y8j1OS/X8P+CMZlz6f56+gqRNsgX5v5D/AD069PehoyvzHDe/59wc/wCT71D1\nwFYD2GDQ4zir2a+du3+fmaL3rWe/Ue8nlsGRtzbsqv0H/PUcYH4mv8QH9vGaa4/bd/a7muDumk/a\nX+N7yNv38/8ACy/En8Xft9Pp1/2/B5OYwx3fvCJB15wf8n8q/wAO39tV0k/bG/askRndG/aP+Nrq\nz/fcH4meJTyffJI46YyDivvOAlbF5k+2Fwi7f8vJ/L9EeTmluSh3cp3fe1lf8PXVrY+YqKKK/Sjx\nQooooAmX+L/eP9K/23v+Casn/GvH9hnd8n/GJf7PmY/+6VeFeK/xI4vun/db+df7cH/BN+32/wDB\nP39iNZJEZl/ZO/Z7+VP9X/ySrwpz+nXjrz6V8Nx3zPBZcoq9sVXvr/NTpbea5fx8tfSy5q9ZNX0g\n9r7OS2t1v+B9pLsEkjM27d9zgf4fy7Y6037On3txz/THX0xinFYY12t8zc5b/P8Ah+OMZqPJ8zYZ\n8Z9uP8+9fmcL31VnbVdtj14rmV9tvxLOxVb5V6H68/T9P61JtXao3Bf8jP8Ah6jFUkaQugXZ5RB+\nb+gxx7//AKqHkClo5Gxu+6V4IH/6sZ/ya3jLlvpe5fs/P8P+CWVc7sbtx/vf9tIf8/pX+J3/AMFR\npZJv+CkH7c8kjB3b9qz437mTOw+X8Qtei49hjH49s4r/AGum3KVEbZG/L8fT8Mj6V/iW/wDBS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Yj/4LAf8ABU5VXH/BQP8Aa2ZT0Mnxw8euP+/kur9fo1fO59kOPzxYVVKuGw6wtStUio1avLUV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\nooooAKKKKAP/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Image(filename=\"images/test1.jpg\") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. Understanding shapes of convoluted outputs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Reshaped image size =  (360, 360, 3)\n",
      "Grayscale image size =  (360, 360)\n",
      "Final shape Of Image =  (1, 1, 360, 360)\n"
     ]
    }
   ],
   "source": [
    "# Modify Input Data\n",
    "\n",
    "# 1. Reshape Input data to square matrix\n",
    "img_1 = cv2.resize(img, (360,360))\n",
    "print(\"Reshaped image size = \", img_1.shape)\n",
    "\n",
    "# 2. Convert 3 channel RGB image to 1 channel grayscale image\n",
    "img_1 = cv2.cvtColor(img_1, cv2.COLOR_BGR2GRAY)\n",
    "print(\"Grayscale image size = \", img_1.shape)\n",
    "\n",
    "# 3. Reshape Image to format [N, C, H, W]\n",
    "# N - Number of images (Batch Size)\n",
    "# C - Channels\n",
    "# H - Height\n",
    "# W - Width\n",
    "h,w = img_1.shape\n",
    "img_1 = np.reshape(img_1, (1,1,h,w))\n",
    "img_1 = img_1.astype(np.float32)\n",
    "print(\"Final shape Of Image = \", img_1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_data1 shape =  (1, 1, 3, 3)\n"
     ]
    }
   ],
   "source": [
    "# Loading 3x3 Kernel\n",
    "input_data1 = [\n",
    "    [-1, 0, 1],\n",
    "    [-2, 0, 2],\n",
    "    [-1, 0, 1]\n",
    "]\n",
    "input_data1 = np.array(input_data1, dtype=np.float32)\n",
    "input_data1 = np.reshape(input_data1, (1,1,3,3))\n",
    "print(\"input_data1 shape = \", input_data1.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creating and running the operator\n",
    "op = core.CreateOperator(\n",
    "    \"Conv\", # The type of operator that we want to run\n",
    "    [\"X\", \"w\"], # Inputs\n",
    "    [\"Y\"], # Output\n",
    "    kernel=3,\n",
    "    stride_h=1,\n",
    "    stride_w=1,\n",
    "    pad_t=1,\n",
    "    pad_l=1,\n",
    "    pad_b=0,\n",
    "    pad_r=0,\n",
    ")\n",
    "\n",
    "#Run the operator\n",
    "workspace.ResetWorkspace()\n",
    "workspace.FeedBlob(\"X\", img_1)\n",
    "workspace.FeedBlob(\"w\", input_data1)\n",
    "workspace.RunOperatorOnce(op)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Output Data shape =  (1, 1, 359, 359)\n"
     ]
    }
   ],
   "source": [
    "# Get the output image\n",
    "out_img_1 = workspace.FetchBlob(\"Y\")\n",
    "print(\"Output Data shape = \", out_img_1.shape)\n",
    "n,c,h,w = out_img_1.shape\n",
    "out_img_1 = np.reshape(out_img_1, (h,w))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "###  Checking the shape as per non-strided convolution formula to estimate output shape\n",
    "H_i             - Height of input data \n",
    "W_i             - Width of input data\n",
    "p_i             - padding (left, right, bottom, top)\n",
    "\n",
    "f_h             - Height of filter  \n",
    "f_w             - Width of filter\n",
    "\n",
    "H_o             - Height of output data\n",
    "W_o             - Width of output data\n",
    "\n",
    "H_o = H_i + pad_t + pad_b - f_h + 1\n",
    "H_o = 360 +  1    +   0   - 3   + 1 = 359\n",
    "\n",
    "W_o = W_i + pad_l + pad_r - f_w + 1\n",
    "W_o = 360 +   1   +    0  - 3   + 1 = 359"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/jpeg": 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DGfwFfQn/AASaPmf8FTv2a5CcK/x88HhsdyNasyM/jimf8FWUJ/4Km/tLFhw37QPjJQfc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\nPyMyiQg9Bmll2xXDLBJnG5Q6/wAQxjp9KiIdSV9Dg4ORmnw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      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Save and display the image\n",
    "cv2.imwrite(\"images/sample_filter.jpg\", out_img_1)\n",
    "Image(filename=\"images/sample_filter.jpg\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Detecting Horizontal Edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "input_data1 shape =  (1, 1, 3, 3)\n",
      "Output Data shape =  (1, 1, 359, 359)\n"
     ]
    },
    {
     "data": {
      "image/jpeg": 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CWJrcWwee1vLiF2m8y4/d/K8YtwSMSKa+MvwpQGc7VXP0FO8m4K58l8D/AGTi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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Loading 3x3 Kernel\n",
    "input_data1 = [\n",
    "    [1,2,1],\n",
    "    [0, 0, 0],\n",
    "    [-1,-2,-1]\n",
    "]\n",
    "input_data1 = np.array(input_data1, dtype=np.float32)\n",
    "input_data1 = np.reshape(input_data1, (1,1,3,3))\n",
    "print(\"input_data1 shape = \", input_data1.shape)\n",
    "\n",
    "# Creating and running the operator\n",
    "op = core.CreateOperator(\n",
    "    \"Conv\", # The type of operator that we want to run\n",
    "    [\"X\", \"w\"], # Inputs\n",
    "    [\"Y\"], # Output\n",
    "    kernel=3,\n",
    "    stride_h=1,\n",
    "    stride_w=1,\n",
    "    pad_t=1,\n",
    "    pad_l=1,\n",
    "    pad_b=0,\n",
    "    pad_r=0,\n",
    ")\n",
    "\n",
    "#Run the operator\n",
    "workspace.ResetWorkspace()\n",
    "workspace.FeedBlob(\"X\", img_1)\n",
    "workspace.FeedBlob(\"w\", input_data1)\n",
    "workspace.RunOperatorOnce(op)\n",
    "\n",
    "# Get the output image\n",
    "out_img_1 = workspace.FetchBlob(\"Y\")\n",
    "print(\"Output Data shape = \", out_img_1.shape)\n",
    "n,c,h,w = out_img_1.shape\n",
    "out_img_1 = np.reshape(out_img_1, (h,w))\n",
    "\n",
    "# Save and display the image\n",
    "cv2.imwrite(\"images/edge_45.jpg\", out_img_1)\n",
    "Image(filename=\"images/edge_45.jpg\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
